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Andrew Ng's Business Problem Identification in AI Development

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Andrew Ng's Business Problem Identification in AI Development

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Questions and Answers

What does Andrew Ng recommend when approaching AI applications?

Defining the business problem to solve (correct)

Ignoring the business context

Relying solely on past data

Focusing on the technical aspects first

How does Andrew Ng suggest viewing AI applications?

As a technical challenge only

As a business problem (correct)

As a theoretical exercise

As a personal development opportunity

Which step of model development involves defining the business problem to be solved?

An optional step

The first step (correct)

The final step

A step that comes after implementation

What is the purpose of classification in AI applications?

To categorize items into different types Signup and view all the answers

In what scenario would regression be used in AI applications?

To predict a definite number for a parameter Signup and view all the answers

What does recommendation in AI applications involve?

Analyzing past data to identify patterns Signup and view all the answers

What type of data format is characterized by being in the form of rows and columns like a spreadsheet or a database?

Structured Data Signup and view all the answers

What is the main consideration for data scientists and ML engineers during the data preparation stage?

Avoiding 'garbage in, garbage out' situation Signup and view all the answers

Which type of data requires significant cleaning and transformation efforts due to its lack of structure?

Unstructured Data Signup and view all the answers

What is one of the primary issues addressed by identifying the right data for an AI model?

Ensuring model accuracy and relevance Signup and view all the answers

What does the term 'garbage in, garbage out' refer to in the context of AI model development?

The impact of poor-quality input data on model output Signup and view all the answers

What is the key factor that influences machine learning model accuracy according to the text?

Quality of the data fed to the model Signup and view all the answers